Descriptives

Response Rate

response_df %>% 
  mutate(prop = n/14) %>% 
  mutate_if(is.double, round, 3) %>% 
  select(everything(), n, prop) %>% 
  knitr::kable()
time_point survey_period n overall_time_point prop
1 orig 11 1 0.786
2 orig 12 2 0.857
3 orig 14 3 1.000
4 orig 11 4 0.786
5 orig 11 5 0.786
6 orig 11 6 0.786
7 orig 13 7 0.929
8 orig 13 8 0.929
01 covid 14 9 1.000
02 covid 14 10 1.000
03 covid 13 11 0.929
04 covid 14 12 1.000
05 covid 14 13 1.000
06 covid 14 14 1.000
07 covid 14 15 1.000
08 covid 14 16 1.000
09 covid 12 17 0.857
10 covid 14 18 1.000
11 covid 13 19 0.929
12 covid 11 20 0.786
13 covid 12 21 0.857
14 covid 13 22 0.929
15 covid 14 23 1.000
16 covid 13 24 0.929
17 covid 11 25 0.786
18 covid 13 26 0.929
19 covid 13 27 0.929
20 covid 14 28 1.000
21 covid 13 29 0.929
22 covid 13 30 0.929

RQ 1

Descriptives

Purposes

purposes %>% 
  mutate_if(is.double, round, 3) %>% 
  knitr::kable()
platform finding material for class sharing my materials sharing my experiences learning about or reviewing curricular content learning about or reviewing teaching strategies connecting with other educators seeking emotional support following or engaging with specific organizations (e.g., NCTM) following or engaging with specific websites (e.g., Teachers Pay Teachers)
Twitter 0.036 0.028 0.039 0.021 0.044 0.091 0.026 0.016 0.016
Facebook 0.199 0.241 0.373 0.197 0.176 0.453 0.332 0.142 0.137
LinkedIn 0.008 0.010 0.010 0.010 0.010 0.018 0.003 0.003 0.010
Pinterest 0.244 0.085 0.013 0.106 0.083 0.060 0.016 0.034 0.052
Instagram 0.065 0.080 0.109 0.057 0.044 0.137 0.091 0.049 0.034
Reddit 0.003 0.010 0.005 0.013 0.005 0.005 0.003 0.003 0.000
Blogs 0.311 0.142 0.124 0.272 0.303 0.205 0.122 0.171 0.236
Other 0.023 0.008 0.008 0.023 0.028 0.013 0.005 0.003 0.026
Total 0.889 0.606 0.681 0.699 0.694 0.982 0.596 0.420 0.510

Purposes figures

knitr::include_graphics(here("img", "all-teachers-how.png"))

Actions

actions %>% 
  mutate_if(is.double, round, 3) %>% 
  knitr::kable()
platform creating posts or pages sharing or reposting others’ posts replying to others’ posts bookmarking or saving posts or pages searching (through a search bar or function) subscribed to or followed a person, page, or resource contacted a page or other user privately
Twitter 0.041 0.057 0.023 0.023 0.052 0.036 0.013
Facebook 0.288 0.363 0.412 0.259 0.168 0.176 0.174
LinkedIn 0.003 0.005 0.000 0.010 0.003 0.023 0.016
Pinterest 0.085 0.098 0.047 0.218 0.212 0.124 0.052
Instagram 0.088 0.101 0.096 0.060 0.044 0.075 0.052
Reddit 0.000 0.003 0.008 0.010 0.003 0.005 0.005
Blogs 0.083 0.080 0.168 0.277 0.215 0.148 0.137
Other 0.003 0.005 0.005 0.026 0.031 0.003 0.005

Actions figures

knitr::include_graphics(here("img", "all-teachers-why.png"))

RQ 2

Purposes Models

purposes_m %>% 
  mutate_if(is.double, round, 3) %>% 
  knitr::kable()
effect term estimate std.error statistic p.value icc warning
finding material for class survey_periodorig 0.166 0.121 1.376 0.169 0.548 FALSE
sharing my materials survey_periodorig 0.139 0.146 0.956 0.339 0.581 FALSE
sharing my experiences survey_periodorig -0.279 0.154 -1.816 0.069 0.428 FALSE
learning about or reviewing curricular content survey_periodorig 0.256 0.134 1.914 0.056 0.419 FALSE
learning about or reviewing teaching strategies survey_periodorig -0.006 0.142 -0.044 0.965 0.358 FALSE
connecting with other educators survey_periodorig -0.143 0.123 -1.162 0.245 0.452 FALSE
seeking emotional support survey_periodorig -0.160 0.157 -1.019 0.308 0.462 FALSE
following or engaging with specific organizations (e.g., NCTM) survey_periodorig 0.048 0.176 0.272 0.785 0.441 FALSE
following or engaging with specific websites (e.g., Teachers Pay Teachers) survey_periodorig 0.082 0.162 0.504 0.614 0.391 FALSE

Actions Models

actions_m %>% 
  mutate_if(is.double, round, 3) %>% 
  knitr::kable()
effect term estimate std.error statistic p.value icc warning
creating posts or pages survey_periodorig -0.166 0.159 -1.048 0.295 0.546 FALSE
sharing or reposting others’ posts survey_periodorig -0.125 0.142 -0.876 0.381 0.415 FALSE
replying to others’ posts survey_periodorig -0.118 0.139 -0.852 0.394 0.483 FALSE
bookmarking or saving posts or pages survey_periodorig 0.131 0.122 1.074 0.283 0.484 FALSE
searching (through a search bar or function) survey_periodorig 0.161 0.134 1.197 0.231 0.320 FALSE
subscribed to or followed a person, page, or resource survey_periodorig 0.263 0.142 1.846 0.065 0.414 FALSE
contacted a page or other user privately survey_periodorig -0.381 0.193 -1.974 0.048 0.618 TRUE

RQ 3

Stress Models

stress_m %>% 
  mutate_if(is.double, round, 3) %>% 
  knitr::kable()
effect term estimate std.error statistic p.value icc warning
finding material for class m 0.188 0.084 2.240 0.025 0.511 FALSE
sharing my materials m 0.148 0.098 1.510 0.131 0.537 FALSE
sharing my experiences m -0.002 0.094 -0.024 0.981 0.420 FALSE
learning about or reviewing curricular content m 0.158 0.100 1.585 0.113 0.480 FALSE
learning about or reviewing teaching strategies m 0.077 0.107 0.720 0.471 0.447 FALSE
connecting with other educators m 0.041 0.085 0.480 0.631 0.389 FALSE
seeking emotional support m 0.098 0.103 0.955 0.339 0.489 FALSE
following or engaging with specific organizations (e.g., NCTM) m 0.060 0.125 0.482 0.630 0.518 FALSE
following or engaging with specific websites (e.g., Teachers Pay Teachers) m 0.200 0.116 1.718 0.086 0.512 FALSE